SOTAVerified

Topic Models

A topic model is a type of statistical model for discovering the abstract "topics" that occur in a collection of documents. Topic modeling is a frequently used text-mining tool for the discovery of hidden semantic structures in a text body.

Papers

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Showing 126–150 of 881 papers

TitleStatusHype
Best feature performance in codeswitched hate speech texts—0
Analyzing Aviation Safety Narratives with LDA, NMF and PLSA: A Case Study Using Socrata Datasets—0
A framework for streamlined statistical prediction using topic models—0
A Comparative Study of Methods for Topic Modeling in Spoken Document Retrieval—0
A Spectral Algorithm for Latent Dirichlet Allocation—0
Aspect Extraction with Automated Prior Knowledge Learning—0
An Analysis of Lemmatization on Topic Models of Morphologically Rich Language—0
Aspect Extraction through Semi-Supervised Modeling—0
A Societal Sentiment Analysis: Predicting the Values and Ethics of Individuals by Analysing Social Media Content—0
Analysis and tuning of hierarchical topic models based on Renyi entropy approach—0
A Frame of Mind: Using Statistical Models for Detection of Framing and Agenda Setting Campaigns—0
Ask the GRU: Multi-Task Learning for Deep Text Recommendations—0
A Simple Word Embedding Model for Lexical Substitution—0
A Bayesian Analysis of Dynamics in Free Recall—0
A Sentiment-aligned Topic Model for Product Aspect Rating Prediction—0
A Multilingual Topic Model for Learning Weighted Topic Links Across Corpora with Low Comparability—0
Automatic Evaluation of Local Topic Quality—0
A Sense-Topic Model for Word Sense Induction with Unsupervised Data Enrichment—0
A Method of Accounting Bigrams in Topic Models—0
Advice from the Oracle: Really Intelligent Information Retrieval—0
Argviz: Interactive Visualization of Topic Dynamics in Multi-party Conversations—0
Are Semantically Coherent Topic Models Useful for Ad Hoc Information Retrieval?—0
ALTO: Active Learning with Topic Overviews for Speeding Label Induction and Document Labeling—0
Contextual Topic Modeling For Dialog Systems—0
Continuous Time Dynamic Topic Models—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.69—Unverified
2GSMC_v0.55—Unverified
3vNVDMC_v0.52—Unverified
4ETMC_v0.51—Unverified
5NSTMC_v0.38—Unverified
6ProdLDAC_v0.35—Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49—Unverified
2vNVDMC_v0.44—Unverified
3GSMC_v0.41—Unverified
4ETMC_v0.41—Unverified
5NSTMC_v0.37—Unverified
6ProdLDAC_v0.32—Unverified
#ModelMetricClaimedVerifiedStatus
1NVDMTest perplexity836—Unverified
2Bayesian SMMTest perplexity515—Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC83.24—Unverified
2TopicEqTopic Coherence@500.1—Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49—Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC90.91—Unverified